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Community Detection

Community Detection is one of the fundamental problems in network analysis, where the goal is to find groups of nodes that are, in some sense, more similar to each other than to the other nodes.

Source: Randomized Spectral Clustering in Large-Scale Stochastic Block Models

Papers

Recently Added Most Hyped Most Active Needs Verification Most Verified

Showing 741–750 of 919 papers

Title	Date	Tasks	Status	Hype
Spectral and matrix factorization methods for consistent community detection in multi-layer networks	Apr 24, 2017	ClusteringCommunity Detection	—Unverified	0
Multi-scale detection of hierarchical community architecture in structural and functional brain networks	Apr 19, 2017	Community DetectionFunctional Connectivity	—Unverified	0
Community Detection and Stochastic Block Models	Mar 29, 2017	ClusteringCommunity Detection	—Unverified	0
A Nonconvex Splitting Method for Symmetric Nonnegative Matrix Factorization: Convergence Analysis and Optimality	Mar 24, 2017	ClusteringCommunity Detection	—Unverified	0
Matched bipartite block model with covariates	Mar 15, 2017	ClusteringCommunity Detection	—Unverified	0
Multimodal Clustering for Community Detection	Feb 27, 2017	AttributeClustering	—Unverified	0
Hidden Community Detection in Social Networks	Feb 24, 2017	Community Detection	CodeCode Available	0
Distributed Representation of Subgraphs	Feb 22, 2017	Community DetectionNode Classification	—Unverified	0
Distributed Representations of Signed Networks	Feb 22, 2017	Community DetectionDocument Embedding	—Unverified	0
On Consistency of Compressive Spectral Clustering	Feb 12, 2017	ClusteringCommunity Detection	—Unverified	0

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Benchmark Results

#	Model	Metric	Claimed	Verified	Status
1	GNN	Accuracy-NE	2	—	Unverified
2	CommunityGAN	F1-score	0.09	—	Unverified
3	Ego-Splitting	F1-score	0.04	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	EdMot	NMI	0.42	—	Unverified
2	CDNMF	NMI	0.4	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	CDNMF	ACC	0.48	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	CommunityGAN	F1-Score	0.15	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	Smooth GEMSEC 2	Modularity	0.56	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	Smooth GEMSEC 2	Modularity	0.69	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	Smooth GEMSEC 2	Modularity	0.65	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	Smooth GEMSEC 2	Modularity	0.68	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	Smooth GEMSEC 2	Modularity	0.71	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	Smooth GEMSEC 2	Modularity	0.57	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	Smooth GEMSEC 2	Modularity	0.86	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	Smooth GEMSEC 2	Modularity	0.85	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	CDNMF	ACC	0.67	—	Unverified